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The Azure Data Scientist Associate DP-100 Certification Guide teaches you how to run machine learning experiments on Azure. It includes everything you need to pass the DP-100 exam and become a certified Azure Data Scientist Associate.Starting with foundational concepts in data science, you'll learn how to configure and use the Azure Machine Learning (Azure ML) workspace via both studio and SDK interfaces. You'll progress through no-code and low-code experimentation using AutoML and the visual designer, and explore advanced Python SDK-based model training and deployment.
This second edition also introduces you to the power of Generative AI with Prompt Flow, enabling you to build intelligent agents and operationalize them for production use. You’ll develop practical skills in hyperparameter tuning, model interpretation, and fairness analysis, and finally, deploy models as scalable endpoints with robust monitoring.
Complete with hands-on exercises, mock exams, and expert tips, this guide offers everything you need for preparing to sit for the DP-100 exam and apply your learnings in real-world data science scenarios.